Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "27"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 27 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 223 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 217 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 27, Node 1:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 38.203988 15.614930 69.209522 79.612150 20.909597 27.159426 37.170759 30.778109 0.0487 0.0603 0.0038 1.283087 1.279875
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.853300 16.197444 80.576198 85.058668 31.400640 37.677902 24.229608 12.362612 0.0475 0.0591 0.0049 1.241951 1.234936
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.561844 1.602319 6.678386 6.981248 2.751678 1.548869 3.506182 0.366933 0.0339 0.0304 0.0020 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.370867 18.988165 95.066771 98.740883 27.106894 32.666092 13.548186 1.777170 0.0449 0.0568 0.0054 1.276887 1.274525
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 39.013428 22.739748 88.183677 92.006141 29.128854 34.988274 19.392391 4.154912 0.0477 0.0608 0.0054 1.271834 1.274573
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.971161 20.762337 82.164076 85.394528 17.089426 21.997458 23.563852 17.190556 0.0490 0.0606 0.0046 1.244621 1.242485
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 39.964581 16.152188 96.673378 104.196834 22.061017 25.074651 23.161063 13.402953 0.0505 0.0631 0.0047 1.262718 1.245929
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 33.328294 21.105042 133.249961 139.166840 7.101094 8.829377 20.457494 14.802531 nan nan nan 1.269272 1.294905
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.785421 17.744689 31.318714 32.158700 10.117008 11.652993 21.918462 5.719354 0.0452 0.0564 0.0041 1.253293 1.245768
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.668970 26.056144 10.083594 10.650280 9.126900 10.153076 9.058235 3.447506 0.0339 0.0338 0.0022 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.066283 24.306487 111.823710 114.594312 15.347932 17.832184 7.640550 8.437155 0.0388 0.0439 0.0033 1.449871 1.543724
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.265052 18.546688 34.476213 35.257753 19.955030 23.469241 0.356907 0.204697 0.0476 0.0527 0.0040 1.282714 1.332358
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.335741 15.919202 31.016307 32.011145 23.966278 28.490300 0.455029 0.351186 0.0432 0.0480 0.0041 1.234234 1.257865
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.112478 22.428316 35.939321 36.132904 18.851473 22.912524 0.749685 0.408873 0.0462 0.0528 0.0045 1.207955 1.234248
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.270490 16.870114 36.088196 37.004662 20.983753 24.234897 0.250347 0.189796 0.0506 0.0575 0.0054 1.256849 1.305532
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.086200 16.771491 40.860214 42.048793 23.371427 27.354910 1.850644 1.534441 0.0461 0.0532 0.0058 1.215876 1.273005
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.269293 1.738211 2.929411 2.413801 1.043350 0.759729 2.702021 1.300060 0.0355 0.0301 0.0017 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.760741 21.770573 33.368762 33.791137 20.932525 24.890481 0.607033 0.381780 0.0458 0.0532 0.0058 1.203933 1.235866
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.624217 17.136607 26.534530 27.111544 19.064327 21.924727 1.365272 1.068252 0.0392 0.0437 0.0054 1.191226 1.195117
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.402761 17.083558 26.279671 26.910682 15.705918 17.179812 7.315609 6.327710 0.0370 0.0395 0.0032 0.000000 0.000000
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.630722 15.919114 25.228553 25.760035 20.606128 24.229819 1.482690 0.681833 0.0419 0.0476 0.0059 1.165467 1.166439
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.091649 16.206552 43.424050 44.288932 24.765037 28.343676 1.406720 1.422805 0.0385 0.0423 0.0041 0.000000 0.000000
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.082872 16.576213 25.345297 25.918434 15.925506 17.955515 3.048413 2.547919 0.0393 0.0432 0.0050 1.158110 1.156196
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.709691 1.367016 2.835975 2.502076 1.188288 0.107410 2.747813 1.294948 0.0379 0.0329 0.0035 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.744968 15.677777 33.111798 33.608672 19.003081 21.924464 -0.058581 -0.157328 0.0383 0.0423 0.0044 1.024056 1.020507
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 0.532291 0.532291 0.525437 0.525437 -0.677115 -0.677115 -0.811160 -0.811160 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.174538 14.159326 35.119320 35.739697 2.395884 2.368420 0.958507 0.641428 0.0461 0.0552 0.0049 1.189694 1.203759
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.810314 12.917368 18.417908 18.634720 2.949094 3.387725 1.201769 0.915644 0.0527 0.0601 0.0054 1.203364 1.230153
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.228429 16.894894 34.572326 35.622026 21.690837 23.294809 1.659116 1.353660 0.0488 0.0556 0.0052 1.220999 1.261465
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0399 0.0357 0.0035 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.747008 17.257767 37.355068 38.557987 19.473468 21.080259 3.693612 3.117567 0.0519 0.0588 0.0053 1.254167 1.291777
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0466 0.0535 0.0055 nan nan
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0508 0.0591 0.0060 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.380902 20.764871 50.396545 50.881312 29.092511 32.134478 3.476575 3.006399 0.0470 0.0529 0.0046 0.970085 0.965865
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.408068 9.991290 20.403926 20.652344 3.420740 4.226442 1.455228 1.043043 0.0486 0.0547 0.0045 1.206511 1.233245
2459550 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0425 0.0458 0.0023 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.311219 15.225963 37.897333 38.437045 21.050110 23.035229 1.487901 1.078290 0.0466 0.0526 0.0046 1.223171 1.260187
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.311588 21.167923 76.973201 77.898630 1.078131 1.888153 1.727952 1.014127 0.0460 0.0552 0.0048 1.216050 1.230929
2459541 RF_maintenance 100.00% 98.66% 98.66% 0.00% 100.00% 0.00% 10.858318 10.365911 38.149251 36.871294 220.239135 248.892738 8.961069 15.553789 0.0643 0.0752 0.0074 1.283600 1.325237
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.410669 15.077542 17.156533 17.731926 4.144709 5.215726 0.844358 0.852171 0.0443 0.0471 0.0020 1.194574 1.203595
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.349527 25.675063 65.534507 66.242194 29.515843 31.638106 2.988259 2.045679 0.0432 0.0497 0.0058 1.234352 1.270467
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.423821 12.075055 15.943640 16.270852 2.187874 5.499907 0.389835 0.341076 0.0539 0.0574 0.0020 1.221478 1.241147
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.010966 12.292501 14.822722 15.054681 2.285980 3.867008 0.242928 -0.043895 0.0451 0.0492 0.0030 1.204892 1.229726
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.179399 18.595697 35.331849 36.078899 18.059503 20.717652 1.578209 1.489302 0.0437 0.0492 0.0041 1.250911 1.267597
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.073040 21.578831 47.605121 48.906155 22.326917 25.457996 1.029865 0.821835 0.0438 0.0496 0.0041 1.273459 1.301768
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.530622 10.670963 15.055563 15.293572 3.488645 4.261371 0.760653 0.476139 0.0518 0.0558 0.0039 1.214797 1.250287
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.390808 26.288362 53.482973 54.594384 40.332287 34.837175 0.351569 0.474341 0.0477 0.0622 0.0123 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 22.662304 21.753371 52.018540 52.056853 17.296645 29.578404 2.403348 1.895866 nan nan nan 1.531127 1.572254
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.661602 22.929764 51.231728 52.893597 10.826329 23.584438 1.863379 1.684625 0.0485 0.0572 0.0077 1.286105 1.305048
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.103063 1.874090 2.906365 2.764878 0.467100 -0.227335 2.023073 0.672368 0.0394 0.0409 0.0062 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.739870 29.302377 49.997486 51.481661 18.066150 15.556967 12.905420 14.891496 0.0445 0.0526 0.0042 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.113188 29.103260 46.858311 49.722013 6.989947 9.843424 1.113596 1.695091 0.0499 0.0584 0.0084 1.247693 1.323480
2459503 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.356811 28.618635 82.657467 84.192234 33.783462 33.327236 2.743851 2.818965 0.0445 0.0564 0.0132 0.000000 0.000000
2459501 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.883718 22.767026 54.533572 56.820036 21.477686 26.612266 1.585933 0.783632 0.1262 0.0566 0.0599 0.000000 0.000000
2459500 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.097973 26.478385 65.724338 69.139591 21.712697 27.002974 0.561156 1.454325 0.1462 0.0564 0.0748 0.000000 0.000000
2459499 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.301951 28.635916 84.354205 89.271429 21.123062 27.385850 2.847333 11.641306 0.1458 0.0567 0.0790 0.000000 0.000000
2459498 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.936516 24.776188 75.281476 79.735408 18.008193 24.245804 3.549458 4.477495 0.1509 0.0701 0.0744 0.000000 0.000000
2459497 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.924140 22.798948 84.419297 83.969737 22.310238 41.223310 2.837429 98.614864 0.1686 0.0670 0.0780 0.000000 0.000000
2459496 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.200793 29.792864 77.046170 81.636840 19.875899 28.277205 1.278758 2.092849 0.1933 0.0744 0.0794 0.000000 0.000000
2459495 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.783763 23.916216 71.823181 76.010155 16.970742 24.902129 1.904034 2.761978 0.1891 0.0701 0.0812 0.000000 0.000000
2459494 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.194401 25.188009 76.675087 81.053355 19.793860 27.880103 5.238656 6.128127 0.1765 0.0589 0.0804 0.000000 0.000000
2459492 RF_maintenance 100.00% 86.02% 100.00% 0.00% 100.00% 0.00% 22.996508 26.348258 55.623174 57.717432 22.000855 29.018901 6.235906 6.704619 0.2558 0.0694 0.1067 1.191471 0.939554
2459491 RF_maintenance 100.00% 59.14% 100.00% 0.00% 100.00% 0.00% 22.139148 24.972114 60.418918 63.228326 30.387666 43.480228 3.890623 12.801785 0.3715 0.1058 0.1955 0.903345 0.652618
2459490 RF_maintenance 100.00% 88.71% 100.00% 0.00% 100.00% 0.00% 25.925370 29.486601 63.393984 65.622670 20.868929 26.899663 5.304231 6.800708 0.2440 0.0701 0.1237 4.286557 1.701753
2459489 RF_maintenance 100.00% 75.27% 100.00% 0.00% 100.00% 0.00% 22.450603 25.272422 57.210117 59.631259 20.375160 28.242946 4.399086 8.384591 0.2903 0.0741 0.1562 4.329286 1.720184
2459488 RF_maintenance 100.00% 83.33% 100.00% 0.00% 100.00% 0.00% 21.711843 24.299874 47.937746 49.482740 22.958334 30.952600 7.476914 10.682261 0.2608 0.0723 0.1366 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 27: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Variability 23.563360 15.981739 14.408774 13.013440 12.466037 21.799858 23.563360 2.520662 2.697107

Antenna 27: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 37.452114 19.645470 23.182339 10.002824 9.903109 36.288914 37.452114 2.630526 2.137228

Antenna 27: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 90.414090 26.186050 22.620340 90.414090 89.383527 19.656202 22.354435 11.245351 14.028069

Antenna 27: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 36.353514 13.688962 16.014083 35.435787 36.353514 5.208949 4.283309 8.897407 7.658372

Antenna 27: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 34.510309 15.580412 13.216663 34.510309 33.672176 3.896710 4.683263 5.496363 6.597099

Antenna 27: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 59.554154 24.563536 20.995991 59.554154 58.483050 13.024945 15.459394 6.493312 7.952577

Antenna 27: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 75.777539 28.324275 24.114889 75.777539 74.362982 16.735465 19.581062 5.738390 7.399110

Antenna 27: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 83.998437 25.142675 29.732494 82.582762 83.998437 19.312853 15.925273 14.098881 11.608724

Antenna 27: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 37.247608 16.801939 19.756932 36.357193 37.247608 6.007634 5.133406 8.893185 7.245976

Antenna 27: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 34.153168 18.640961 15.757702 34.153168 33.459717 5.265011 5.830840 5.225420 6.608319

Antenna 27: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 97.460420 34.449823 29.244441 97.460420 95.661221 16.809690 21.459909 10.469387 12.596281

Antenna 27: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 40.460613 17.269835 20.759068 39.807312 40.460613 9.665100 7.009284 7.377241 5.659195

Antenna 27: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 65.419471 27.549050 23.098761 65.419471 64.348458 12.974892 15.491085 11.733703 14.174079

Antenna 27: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 77.860843 24.192865 28.774562 75.939952 77.860843 38.797502 29.275821 24.293213 20.839277

Antenna 27: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 27.537660 10.467881 12.032776 26.797446 27.537660 3.455074 2.938486 5.638547 4.718191

Antenna 27: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 162.517623 29.760805 19.742195 35.525003 10.231133 13.311143 25.498952 48.083373 162.517623

Antenna 27: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 162.103227 13.887708 21.769036 7.828766 33.629951 7.620348 5.224984 162.103227 31.249029

Antenna 27: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 143.041755 35.822418 17.597327 32.080678 6.959221 17.600161 36.376492 40.134665 143.041755

Antenna 27: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 160.181829 26.513409 12.492074 27.519628 6.564204 10.366390 26.278398 29.342978 160.181829

Antenna 27: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 171.539947 17.819772 38.546087 8.082451 34.546106 32.077560 12.406245 171.539947 35.168064

Antenna 27: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 163.753870 43.686857 20.691773 79.398804 17.067494 36.518292 84.508953 41.036608 163.753870

Antenna 27: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 133.032905 45.458809 33.714694 81.494655 25.884272 22.631495 18.070962 26.661982 133.032905

Antenna 27: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 154.911547 39.262001 21.475126 33.960284 7.317232 9.698375 22.100221 39.099716 154.911547

Antenna 27: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 174.489443 35.209816 22.213340 43.419570 18.148850 18.671738 28.608887 46.108138 174.489443

Antenna 27: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 39.180567 9.372753 2.979187 3.869303 4.354316 0.985458 11.328891 5.650306 39.180567

Antenna 27: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 27: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 27: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 27: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 27: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 27: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 27: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 91.177049 11.993898 5.827875 8.018508 21.068367 0.378666 9.578910 8.008653 91.177049

Antenna 27: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 109.952898 33.418772 24.540243 93.702646 21.091252 27.459143 11.555809 47.039465 109.952898

Antenna 27: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 81.045068 18.397804 25.898745 9.523011 37.643218 4.615560 6.403531 81.045068 19.668044

Antenna 27: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 54.270418 4.324505 9.575880 11.044734 3.312029 6.650319 1.451320 54.270418 4.241342

Antenna 27: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 102.859081 3.694429 8.809578 10.194172 3.495073 18.556413 2.740045 102.859081 4.770844

Antenna 27: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 142.530026 4.875016 11.833411 10.755644 4.041701 29.328892 2.867058 142.530026 6.728907

Antenna 27: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 150.990177 31.994243 41.360415 20.210791 72.952590 47.120754 37.335748 150.990177 26.250172

Antenna 27: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 154.749799 3.537937 3.727456 -0.398973 10.158939 12.926265 26.714222 24.693185 154.749799

Antenna 27: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 68.644671 3.098709 2.649365 9.362536 -0.359271 12.266200 5.885325 68.644671 13.461083

Antenna 27: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 81.577021 2.217031 2.064080 4.948832 -0.390403 7.814144 5.119917 81.577021 35.931495

Antenna 27: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 101.735765 3.842279 2.915187 10.436754 -0.374793 17.175126 15.408999 101.735765 39.056948

Antenna 27: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 104.240824 2.843545 2.467720 9.731899 -0.481967 23.134223 8.235663 104.240824 24.099386

Antenna 27: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 349.329545 63.937862 31.698873 80.545579 19.959747 18.367381 13.189872 153.706417 349.329545

Antenna 27: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 148.161917 2.454742 2.486680 -0.339689 11.466123 5.369182 148.161917 8.603705 93.457107

Antenna 27: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 362.148575 2.514718 2.242095 10.991687 -0.385474 362.148575 144.387495 222.489242 28.023618

Antenna 27: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 268.205341 1.900737 2.326242 0.039271 9.067077 7.367360 140.915510 27.933976 268.205341

Antenna 27: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 220.876216 1.850500 2.364485 -0.397697 6.692275 3.914009 150.621978 33.047664 220.876216

Antenna 27: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 101.297681 1.748921 2.584011 -0.115839 5.706119 3.854925 20.912185 39.519433 101.297681

Antenna 27: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 142.388465 48.617658 29.177428 73.198453 34.465854 17.293689 11.335807 91.970863 142.388465

Antenna 27: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 240.701575 3.062209 2.314264 6.658786 -0.075392 61.922176 10.113563 240.701575 27.790522

Antenna 27: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 227.554547 12.144307 40.218270 18.203554 98.038554 31.301440 25.949348 227.554547 161.236776

Antenna 27: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 36.418490 0.676266 -0.381094 5.156815 -0.608470 7.269767 4.570204 36.418490 8.598456

Antenna 27: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 47.226200 0.652562 -0.558668 6.340850 -0.468931 25.084252 3.466739 47.226200 17.723484

Antenna 27: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 621.170423 43.464074 15.933692 78.332110 11.455383 27.001136 39.909883 275.520427 621.170423

Antenna 27: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 61.915014 -0.605898 -1.254964 -1.640420 0.278782 4.186687 1.010271 61.915014 10.057024

Antenna 27: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 56.356299 -0.232421 -0.630833 2.720341 -0.461330 48.050006 5.966213 56.356299 14.093263

Antenna 27: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 194.826427 2.747503 1.776601 5.918259 -0.452238 32.679739 5.159222 194.826427 29.754161

Antenna 27: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Variability 305.325977 1.536349 0.547629 6.304123 -0.876617 305.325977 6.925660 246.351882 8.724626

Antenna 27: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 304.692224 47.535425 23.186156 42.735160 19.420556 22.268834 122.203781 101.358618 304.692224

Antenna 27: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 101.842518 29.176809 50.276089 15.384502 24.162923 16.760582 15.979592 101.842518 57.079567

Antenna 27: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Discontinuties 8217.880280 2188.799901 2188.799901 2050.085605 2050.085605 1645.137944 1645.137944 8217.880280 8217.880280

Antenna 27: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 349.954363 93.750788 93.750788 83.071342 83.071342 87.892814 87.892814 349.954363 349.954363

Antenna 27: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance ee Temporal Discontinuties 616.844521 171.368914 171.368914 168.750690 168.750690 186.496091 186.496091 616.844521 616.844521

Antenna 27: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Temporal Discontinuties 63.855176 30.368685 49.041053 23.297335 49.474333 33.555629 13.207243 63.855176 58.570818

Antenna 27: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Shape 65.376982 65.376982 27.909226 35.653418 12.728556 36.593259 35.252512 39.555658 27.191399

Antenna 27: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Shape 129.771468 129.771468 20.717194 23.884680 1.205069 26.480194 16.989432 15.984599 5.794137

Antenna 27: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 27: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 284.727279 46.621310 23.192975 45.242070 27.468079 20.267134 29.183633 100.113186 284.727279

Antenna 27: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 201.860946 46.067569 16.856665 33.884272 0.568679 26.889111 51.519303 77.483934 201.860946

Antenna 27: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 27: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Variability 45.978397 13.455565 34.322105 1.311187 42.058064 45.978397 29.412465 15.652889 17.666459

Antenna 27: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Shape 39.924563 19.129626 39.924563 1.049949 31.839320 9.072571 8.855472 20.161039 10.512670

Antenna 27: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Variability 100.572187 20.882308 49.599638 2.489334 31.445542 100.572187 15.356199 67.772940 18.833472

Antenna 27: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 54.056388 46.011957 17.511235 38.115339 0.806957 16.783007 32.122645 33.595577 54.056388

Antenna 27: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 529.492708 22.047931 48.359537 4.879416 47.159459 122.595370 25.485065 529.492708 105.861906

Antenna 27: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 257.571782 49.370081 24.086212 39.696691 6.564382 27.567174 90.894275 61.550915 257.571782

Antenna 27: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 292.922868 22.358682 52.381758 2.597057 40.421085 72.637999 18.752547 292.922868 69.307544

Antenna 27: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 224.018208 49.429432 16.133925 52.899946 2.571482 19.490590 13.055972 103.373530 224.018208

Antenna 27: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Shape 42.074004 18.689173 42.074004 1.465198 39.651786 5.707745 9.480286 14.097667 17.923154

Antenna 27: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Temporal Discontinuties 95.577747 15.982897 57.795565 1.201058 39.834272 25.111713 42.420956 88.945645 95.577747

Antenna 27: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 27: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Power 38.508965 4.822540 1.857284 38.508965 2.829436 7.678312 5.256178 11.646505 37.162115

Antenna 27: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Temporal Discontinuties 93.058810 43.164493 12.403916 53.964485 1.584427 19.603411 9.626906 93.058810 90.652227

Antenna 27: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 321.566748 56.556950 19.239528 40.338793 1.003229 24.420288 18.588669 164.012350 321.566748

Antenna 27: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Temporal Discontinuties 3.278063 -0.648565 -0.211847 -0.306285 -0.799322 1.378557 0.093130 3.278063 1.329379

Antenna 27: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 160.913202 22.387314 57.177622 9.154235 81.034394 16.292549 35.173135 160.913202 101.901694

Antenna 27: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 244.517030 6.604238 4.614491 12.287580 29.031582 3.986544 128.687558 9.530211 244.517030

Antenna 27: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Power 61.733888 13.973237 48.769765 2.045858 61.733888 16.358876 19.732416 58.980527 41.917437

Antenna 27: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 116.001455 36.163548 12.508709 53.777583 3.747678 24.437142 15.812926 60.663744 116.001455

Antenna 27: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Temporal Discontinuties 76.679040 16.475416 42.270125 2.975858 48.291156 10.220835 27.993924 62.749885 76.679040

Antenna 27: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Temporal Discontinuties 281.301460 19.250765 43.657638 9.002275 27.323295 16.196066 14.375102 281.301460 106.404180

Antenna 27: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance ee Temporal Discontinuties 63.683331 19.184860 49.180721 7.161163 50.555971 11.844015 33.792537 45.645951 63.683331

Antenna 27: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Power 57.497480 25.089206 21.268651 57.497480 55.406838 28.925024 28.334504 8.533625 10.866712

Antenna 27: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Shape 15.849189 15.416171 15.849189 9.584815 10.046108 2.115638 1.208907 6.997576 4.070401

Antenna 27: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Power 60.656638 26.524688 22.639140 60.656638 59.038227 29.866606 28.795001 2.741372 3.627234

Antenna 27: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Power 82.270821 27.799323 32.543614 79.740938 82.270821 29.509455 30.304857 5.737029 4.375472

Antenna 27: 2459651

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Power 89.152124 30.608016 34.894520 87.026517 89.152124 13.244243 13.505171 18.784157 18.017362

Antenna 27: 2459650

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Power 77.379804 23.321613 20.356842 77.379804 75.343814 24.331316 25.269550 21.894559 21.400011

Antenna 27: 2459649

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 1 RF_maintenance nn Power 61.586278 18.769946 22.372233 59.146604 61.586278 28.958962 29.821070 10.017246 7.527987